us_crime_rates <- structure(list(year = c(1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019), population = c(179323175, 182992000, 185771000, 188483000, 191141000, 193526000, 195576000, 197457000, 199399000, 201385000, 203235298, 206212000, 208230000, 209851000, 211392000, 213124000, 214659000, 216332000, 218059000, 220099000, 225349264, 229146000, 231534000, 233981000, 236158000, 238740000, 240132887, 242288918, 245807000, 248239000, 248709873, 252177000, 255082000, 257908000, 260341000, 262755000, 265228572, 267637000, 270296000, 272690813, 281421906, 285317559, 287973924, 290690788, 293656842, 296507061, 299398484, 301621157, 304374846, 307006550, 309330219, 311587816, 313873685, 316497531, 318907401, 320896618, 323405935, 325147121, 326687501, 328239523), total = c(3384200, 3488000, 3752200, 4109500, 4564600, 4739400, 5223500, 5903400, 6720200, 7410900, 8098000, 8588200, 8248800, 8718100, 10253400, 11292400, 11349700, 10984500, 11209000, 12249500, 13408300, 13423800, 12974400, 12108600, 11881800, 12431400, 13211869, 13508700, 13923100, 14251400, 14475600, 14872900, 14438200, 14144800, 13989500, 13862700, 13493863, 13194571, 12475634, 11634378, 11608072, 11876669, 11878954, 11826538, 11679474, 11565499, 11401511, 11251828, 11160543, 10762956, 10363873, 10258774, 10219059, 9850445, 9395195, 9258298, 9214136, 8966863, 8471483, 8171087), violent = c(288460, 289390, 301510, 316970, 364220, 387390, 430180, 499930, 595010, 661870, 738820, 816500, 834900, 875910, 974720, 1039710, 1004210, 1029580, 1085550, 1208030, 1344520, 1361820, 1322390, 1258090, 1273280, 1328800, 1489169, 1483999, 1566220, 1646040, 1820130, 1911770, 1932270, 1926020, 1857670, 1798790, 1688540, 1634770, 1531044, 1426044, 1425486, 1439480, 1423677, 1383676, 1360088, 1390745, 1418043, 1408337, 1392628, 1325896, 1251248, 1206031, 1217067, 1199684, 1186185, 1234183, 1285606, 1283875, 1252399, 1245410), property = c(3095700, 3198600, 3450700, 3792500, 4200400, 4352000, 4793300, 5403500, 6125200, 6749000, 7359200, 7771700, 7413900, 7842200, 9278700, 10252700, 10345500, 9955000, 10123400, 11041500, 12063700, 12061900, 11652000, 10850500, 10608500, 11102600, 11722700, 12024700, 12356900, 12605400, 12655500, 12961100, 12505900, 12218800, 12131900, 12063900, 11805300, 11558175, 10944590, 10208334, 10182586, 10437480, 10455277, 10442862, 10319386, 10174754, 9983568, 9843481, 9767915, 9337060, 9112625, 9052743, 9001992, 8650761, 8209010, 8024115, 7928530, 7682988, 7219084, 6925677), murder = c(9110, 8740, 8530, 8640, 9360, 9960, 11040, 12240, 13800, 14760, 16000, 17780, 18670, 19640, 20710, 20510, 18780, 19120, 19560, 21460, 23040, 22520, 21010, 19310, 18690, 18980, 20613, 20096, 20680, 21500, 23440, 24700, 23760, 24530, 23330, 21610, 19650, 18208, 16914, 15522, 15586, 16037, 16229, 16528, 16148, 16740, 17030, 16929, 16442, 15399, 14772, 14661, 14866, 14319, 14164, 15883, 17413, 17294, 16374, 16425), forcible_rape = c(17190, 17220, 17550, 17650, 21420, 23410, 25820, 27620, 31670, 37170, 37990, 42260, 46850, 51400, 55400, 56090, 57080, 63500, 67610, 76390, 82990, 82500, 78770, 78920, 84230, 88670, 91459, 91110, 92490, 94500, 102560, 106590, 109060, 106010, 102220, 97470, 96250, 96153, 93103, 89411, 90178, 90863, 95235, 93883, 95089, 94347, 92757, 90427, 90479, 89241, 85593, 84175, 85141, 82109, 84864, 91261, 132414, 135666, 143765, 139815), robbery = c(107840, 106670, 110860, 116470, 130390, 138690, 157990, 202910, 262840, 298850, 349860, 387700, 376290, 384220, 442400, 470500, 427810, 412610, 426930, 480700, 565840, 592910, 553130, 506570, 485010, 497870, 542775, 517704, 542970, 578330, 639270, 687730, 672480, 659870, 618950, 580510, 535590, 498534, 446625, 409371, 408016, 423557, 420806, 414235, 401470, 417438, 447403, 445125, 443574, 408742, 369089, 354772, 355051, 345095, 322905, 328109, 332797, 320596, 281278, 267988 ), aggravated_assault = c(154320, 156760, 164570, 174210, 203050, 215330, 235330, 257160, 286700, 311090, 334970, 368760, 393090, 420650, 456210, 492620, 500530, 534350, 571460, 629480, 672650, 663900, 669480, 653290, 685350, 723250, 834322, 855088, 910090, 951710, 1054860, 1092740, 1126970, 1135610, 1113180, 1099210, 1037050, 1023201, 974402, 911740, 911706, 909023, 891407, 859030, 847381, 862220, 860853, 855856, 842134, 812514, 781844, 752423, 762009, 726575, 731089, 764057, 802982, 810319, 810982, 821182 ), burglary = c(912100, 949600, 994300, 1086400, 1213200, 1282500, 1410100, 1632100, 1858900, 1981900, 2205000, 2399300, 2375500, 2565500, 3039200, 3265300, 3108700, 3071500, 3128300, 3327700, 3795200, 3779700, 3447100, 3129900, 2984400, 3073300, 3241410, 3236184, 3218100, 3168200, 3073900, 3157200, 2979900, 2834800, 2712800, 2593800, 2506400, 2460526, 2329950, 2100739, 2050992, 2116531, 2151252, 2154834, 2144446, 2155448, 2183746, 2176140, 2228474, 2203313, 2168457, 2185140, 2109932, 1931835, 1713153, 1587564, 1516405, 1397045, 1235013, 1117696), larceny_theft = c(1855400, 1913000, 2089600, 2297800, 2514400, 2572600, 2822000, 3111600, 3482700, 3888600, 4225800, 4424200, 4151200, 4347900, 5262500, 5977700, 6270800, 5905700, 5991000, 6601000, 7136900, 7194400, 7142500, 6712800, 6591900, 6926400, 7257153, 7499900, 7705900, 7872400, 7945700, 8142200, 7915200, 7820900, 7879800, 7997700, 7904700, 7743760, 7373886, 6955520, 6971590, 7092267, 7057370, 7026802, 6937089, 6783447, 6607013, 6568572, 6588046, 6338095, 6204601, 6151095, 6168874, 6018632, 5809054, 5723488, 5644835, 5513000, 5232167, 5086096), vehicle_theft = c(328200, 336000, 366800, 408300, 472800, 496900, 561200, 659800, 783600, 878500, 928400, 948200, 887200, 928800, 977100, 1009600, 966000, 977700, 1004100, 1112800, 1131700, 1087800, 1062400, 1007900, 1032200, 1102900, 1224137, 1288674, 1432900, 1564800, 1635900, 1661700, 1610800, 1563100, 1539300, 1472400, 1394200, 1354189, 1240754, 1152075, 1160002, 1228391, 1246646, 1261226, 1237851, 1235859, 1192809, 1095769, 958629, 795652, 739565, 716508, 723186, 700294, 686803, 713063, 767290, 772943, 751904, 721885)), class = c("spec_tbl_df", "tbl_df", "tbl", "data.frame"), row.names = c(NA, -60L), spec = structure(list( cols = list(`Year ` = structure(list(), class = c("collector_double", "collector")), `Population ` = structure(list(), class = c("collector_double", "collector")), Total = structure(list(), class = c("collector_double", "collector")), `Violent ` = structure(list(), class = c("collector_double", "collector")), `Property ` = structure(list(), class = c("collector_double", "collector")), `Murder ` = structure(list(), class = c("collector_double", "collector")), `Forcible Rape` = structure(list(), class = c("collector_double", "collector")), `Robbery ` = structure(list(), class = c("collector_double", "collector")), `Aggravated Assault` = structure(list(), class = c("collector_double", "collector")), `Burglary ` = structure(list(), class = c("collector_double", "collector")), `Larceny Theft` = structure(list(), class = c("collector_double", "collector")), `Vehicle Theft` = structure(list(), class = c("collector_double", "collector"))), default = structure(list(), class = c("collector_guess", "collector")), skip = 1L), class = "col_spec"))